Build my stackA privacy-first, lightweight alternative to Google Analytics.
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$9/mo
Category
Best Analytics & Data tools
Understand traffic, product usage, and revenue.
8
Tools tested
4.4
Average score
Free
Cheapest entry
1
Buyer guides
The short version
8 analytics & data tools went through our hands, and the average score across the category is 4.4 out of 5. That average matters: it tells you whether this is a category where the vendors are all competent or where you are choosing between good and bad. Here it is a strong one, and we would rather say so than round it up.
4 tools scored 4.5 or higher. Nothing dropped below 4.0, which means you are choosing between options rather than between options and disasters.
On price, the shape of this category matters as much as the numbers. 6 tools have a genuine free tier you can run production workloads on. Before you compare any two tools here, work out whether you are comparing per-seat products or flat-fee products, because the totals are not comparable until you have.
Every tool below has a full hands-on review linked from its name, and the short summaries here exist so you can narrow the field fast. If you only read one section on this page, read the top pick and the one below it, then read the head-to-head comparisons and let the scores break the tie.
Tools tested
8
Average score
4.4
Free tiers
6
Above 4.0
8
The shortlist
Every analytics & data tool we have tested
Sort
Showing 8 tools
Review
All-in-one product analytics, session replay, and feature flags.
From
$0/moFREE TIER
Open-source business intelligence and embedded analytics without the steep learning curve.
From
$85/moFREE TIER
Simple, private analytics with no cookies.
From
$15/mo
Event-based product analytics for growth teams.
From
$28/moFREE TIER
Deep product analytics for understanding users.
From
$49/moFREE TIER
Heatmaps and recordings that show real behavior.
From
$32/moFREE TIER
The free, ubiquitous web analytics standard.
From
FreeFREE TIER
Choose by what matters most
Plausible Analytics
4.5 out of 54.5
Website owners, marketing teams, and content creators who need fast, legal, top-level traffic metrics.
PostHog
4.5 out of 54.5
Engineering-led startups needing unified product data and feature flags.
Metabase
4.5 out of 54.5
Startups, SaaS engineering teams, and data analysts wanting quick visual dashboards and JWT embedded customer analytics.
Top comparisons in analytics & data
Plausible Analytics
4.5 out of 5PostHog
4.5 out of 5Plausible Analytics
4.5 out of 5Metabase
4.5 out of 5Plausible Analytics
4.5 out of 5Fathom
4.5 out of 5
PostHog
4.5 out of 5Metabase
4.5 out of 5PostHog
4.5 out of 5Fathom
4.5 out of 5Metabase
4.5 out of 5Fathom
4.5 out of 5How this ranking works
Ranking is not a popularity contest and it is not a commission ranking. We pay for nothing on this site, we do not accept placement in exchange for a score, and we do not sell the order of this list. A vendor cannot buy a position here, and that is the entire reason this page is worth reading.
Every tool was signed up for and used on a real workload, not read about from a vendor's own feature list. We score each one on the dimensions that matter for analytics & data specifically, not on a generic scale, because a great invoicing tool can be a terrible project manager and a rating across both would tell you nothing useful.
The dimensions used on this page are ease of use, features, value, and privacy. 8 tools of 8 here have been scored on all four. We publish the sub-scores rather than a single number on purpose, because the single number is what marketing tools get wrong.
Prices were checked from the vendor's own published pricing, and where we have a price history on file we have shown you the direction of travel. Where we do not, the page says so rather than guessing.
We revisit these tools on a rolling cycle. When a vendor ships something significant or moves its price, the review changes, and so does this page. Nothing on GoPickStack is a one-off write-up that nobody maintains.
Start from your situation
Best overall pickPlausible Analytics
It scored highest in our testing at 4.5 out of 5, and it fits website owners, marketing teams, and content creators who need fast, legal, top-level traffic metrics.. If you want one recommendation for analytics & data rather than a shortlist, take this one and read the review before you commit.
Best valuePlausible Analytics
At $9 a month it is the cheapest tool here with a published price, and it scored 4.5 out of 5. Cheap and capable is the rarest combination in this category, so if this one meets your needs there is no reason to pay more.
Best free optionPostHog
It has a genuine free tier you can run real work on, so you can test analytics properly before you spend anything. That matters more here than a higher score, because you cannot verify our opinion of a tool as cheaply as you can verify your own.
Best runner-upPostHog
It came second at 4.5 out of 5 and it fits engineering-led startups needing unified product data and feature flags.. If the top pick does one specific thing wrong, this is usually where that gap is covered.
The lineup, tool by tool
4.54.5 out of 5$9/mo
Our top pick in analytics
Plausible Analytics is one of the analytics tools we tested.
It suits website owners, marketing teams, and content creators who need fast, legal, top-level traffic metrics.. If that is not your situation, the sub-scores below will show you where it falls short before you spend an afternoon testing.
Our privacy score is 5.0 out of 5, and the weakest is features at 3.8, and which is a 1.2 point gap you should be able to feel in daily use.
The entry price is $9 per month. That is the number to plan a budget around, not the annual discount you will be offered on the way to checkout.
The price has held at $9 per month across 2 recorded data points, so there is no pending hike visible in our data.
Where it falls down: cannot track returning visitors across multiple days, database requirements make self-hosting expensive at scale, and missing advanced product analytics like cohort retention.
What you gain: lightweight script under 1kb keeps sites fast, no cookies means no gdpr consent banners required, and clean one-page dashboard avoids complex nested menus.
You will not be choosing this in isolation. PostHog is the nearest rival we track at 4.5 out of 5, and the honest summary is that free plan
Ease of use4.8
Features3.8
Value4.2
Privacy5.0
Strengths
- Lightweight script under 1KB keeps sites fast
- No cookies means no GDPR consent banners required
- Clean one-page dashboard avoids complex nested menus
Drawbacks
- Cannot track returning visitors across multiple days
- Database requirements make self-hosting expensive at scale
- Missing advanced product analytics like cohort retention
4.54.5 out of 5$0/mo
4.5 out of 5: Engineering-led startups needing unified product data and feature flags.
PostHog is the all-in-one product analytics suite. Analytics, session replay, and feature flags live in one product with a free tier most startups can start on.
Put plainly, that is a tool for engineering-led startups needing unified product data and feature flags.. If that describes your week, keep reading. If it does not, the scores below will tell you why before you spend an afternoon.
Our features score is 4.9 out of 5, and the weakest is engineering setup at 3.5, and which is a 1.4 point gap you should be able to feel in daily use.
On price, there is a genuine free tier, so you can put PostHog through a real workload before anyone asks for a card.
The price has held at $0 per month across 6 recorded data points, so there is no pending hike visible in our data.
Where it falls down: the breadth of tools means a steeper learning curve than simple analytics, advanced experimentation and data warehouse features sit behind higher paid plans, and session replay can be overkill if you only need pageview numbers.
What you gain: product analytics, session replay, and feature flags in one product analytics suite, engineering-friendly setup with a solid free tier for most startups, and feature flags let product teams ship and roll back without a deploy.
You will not be choosing this in isolation. Plausible Analytics is the nearest rival we track at 4.5 out of 5, and the honest summary is that privacy
Ease of use3.8
Features4.9
Value4.7
Engineering Setup3.5
Strengths
- Product analytics, session replay, and feature flags in one product analytics suite
- Engineering-friendly setup with a solid free tier for most startups
- Feature flags let product teams ship and roll back without a deploy
Drawbacks
- The breadth of tools means a steeper learning curve than simple analytics
- Advanced experimentation and data warehouse features sit behind higher paid plans
- Session replay can be overkill if you only need pageview numbers
4.54.5 out of 5$85/mo
4.5 out of 5: Startups, SaaS engineering teams, and data analysts wanting quick visual dashboards and JWT embedded customer analytics.
Detailed review breakdown.
It suits startups, saas engineering teams, and data analysts wanting quick visual dashboards and jwt embedded customer analytics.. If that is not your situation, the sub-scores below will show you where it falls short before you spend an afternoon testing.
Our ease of use & visual builder score is 4.9 out of 5, and the weakest is enterprise security & governance at 3.8, and which is a 1.1 point gap you should be able to feel in daily use.
The entry price is $85 per month, and a free tier exists as well. That is the number to plan a budget around, not the annual discount you will be offered on the way to checkout.
Worth knowing before you commit: we have tracked this entry price rising from $85 to $100 per month between January 2024 and September 2026. That is 18 percent, and it is the kind of move that rewards an annual commitment over a monthly one.
Where it falls down: row-level security (data sandboxing) is paywalled behind the $500/mo pro tier, complex multi-database table joins cannot be performed inside the visual editor, and heavy un-indexed sql queries run against production databases can cause cpu spikes.
What you gain: 100% free open-source self-hosted version with zero user seat restrictions, non-technical team members can build complex charts using the visual gui query builder, and jwt embedded analytics allows delivering customer-facing dashboards in your app rapidly.
You will not be choosing this in isolation. Plausible Analytics is the nearest rival we track at 4.5 out of 5, and the honest summary is that lower price
Ease of Use & Visual Builder4.9
Embedded Analytics Flexibility4.8
Open-Source Self-Hosting Value4.8
SQL & Data Engineering Power4.3
Enterprise Security & Governance3.8
Strengths
- 100% free open-source self-hosted version with zero user seat restrictions.
- Non-technical team members can build complex charts using the visual GUI query builder.
- JWT embedded analytics allows delivering customer-facing dashboards in your app rapidly.
Drawbacks
- Row-level security (Data Sandboxing) is paywalled behind the $500/mo Pro tier.
- Complex multi-database table joins cannot be performed inside the visual editor.
- Heavy un-indexed SQL queries run against production databases can cause CPU spikes.
4.54.5 out of 5$15/mo
4.5 out of 5: Simple, private analytics with no cookies.
Fathom simple, private analytics with no cookies. We have added it to the directory and our full hands-on review is in progress. Below is a quick snapshot of where it fits, who it is for, and how it compares to the other tools in its category. Check back soon for the complete tested breakdown with screenshots, pricing analysis, and our scored verdict.
Put plainly, that is a tool for simple, private analytics with no cookies.. If that describes your week, keep reading. If it does not, the scores below will tell you why before you spend an afternoon.
Our ease of use score is 4.6 out of 5, and the weakest is value at 4.4, and which is a 0.2 point gap you should be able to feel in daily use.
What stood out in testing: full hands-on review coming soon, popular pick in analytics, and trusted by teams worldwide.
The entry price is $15 per month. That is the number to plan a budget around, not the annual discount you will be offered on the way to checkout.
The price has held at $15 per month across 2 recorded data points, so there is no pending hike visible in our data.
Where it falls down: our full hands-on testing is still in progress, and pricing can climb on higher tiers.
What you gain: well established product with an active user base, regular updates and clear roadmap, and solid documentation and onboarding.
You will not be choosing this in isolation. Plausible Analytics is the nearest rival we track at 4.5 out of 5, and the honest summary is that lower price
Ease of use4.6
Features4.5
Value4.4
Support4.5
Strengths
- Well established product with an active user base
- Regular updates and clear roadmap
- Solid documentation and onboarding
Drawbacks
- Our full hands-on testing is still in progress
- Pricing can climb on higher tiers
4.34.3 out of 5$28/mo
4.3 out of 5: Event-based product analytics for growth teams.
Mixpanel event-based product analytics for growth teams. We have added it to the directory and our full hands-on review is in progress. Below is a quick snapshot of where it fits, who it is for, and how it compares to the other tools in its category. Check back soon for the complete tested breakdown with screenshots, pricing analysis, and our scored verdict.
Put plainly, that is a tool for event-based product analytics for growth teams.. If that describes your week, keep reading. If it does not, the scores below will tell you why before you spend an afternoon.
Our ease of use score is 4.4 out of 5, and the weakest is value at 4.2, and which is a 0.2 point gap you should be able to feel in daily use.
What stood out in testing: full hands-on review coming soon, popular pick in analytics, and trusted by teams worldwide.
The entry price is $28 per month, and a free tier exists as well. That is the number to plan a budget around, not the annual discount you will be offered on the way to checkout.
The price has held at $20 per month across 2 recorded data points, so there is no pending hike visible in our data.
Where it falls down: our full hands-on testing is still in progress, and pricing can climb on higher tiers.
What you gain: well established product with an active user base, regular updates and clear roadmap, and solid documentation and onboarding.
You will not be choosing this in isolation. Plausible Analytics is the nearest rival we track at 4.5 out of 5, and the honest summary is that lower price
Ease of use4.4
Features4.3
Value4.2
Support4.3
Strengths
- Well established product with an active user base
- Regular updates and clear roadmap
- Solid documentation and onboarding
Drawbacks
- Our full hands-on testing is still in progress
- Pricing can climb on higher tiers
4.34.3 out of 5$49/mo
4.3 out of 5: Deep product analytics for understanding users.
Amplitude deep product analytics for understanding users. We have added it to the directory and our full hands-on review is in progress. Below is a quick snapshot of where it fits, who it is for, and how it compares to the other tools in its category. Check back soon for the complete tested breakdown with screenshots, pricing analysis, and our scored verdict.
Put plainly, that is a tool for deep product analytics for understanding users.. If that describes your week, keep reading. If it does not, the scores below will tell you why before you spend an afternoon.
Our ease of use score is 4.4 out of 5, and the weakest is value at 4.2, and which is a 0.2 point gap you should be able to feel in daily use.
What stood out in testing: full hands-on review coming soon, popular pick in analytics, and trusted by teams worldwide.
The entry price is $49 per month, and a free tier exists as well. That is the number to plan a budget around, not the annual discount you will be offered on the way to checkout.
The price has held at $0 per month across 2 recorded data points, so there is no pending hike visible in our data.
Where it falls down: our full hands-on testing is still in progress, and pricing can climb on higher tiers.
What you gain: well established product with an active user base, regular updates and clear roadmap, and solid documentation and onboarding.
You will not be choosing this in isolation. Plausible Analytics is the nearest rival we track at 4.5 out of 5, and the honest summary is that lower price
Ease of use4.4
Features4.3
Value4.2
Support4.3
Strengths
- Well established product with an active user base
- Regular updates and clear roadmap
- Solid documentation and onboarding
Drawbacks
- Our full hands-on testing is still in progress
- Pricing can climb on higher tiers
4.34.3 out of 5$32/mo
4.3 out of 5: Heatmaps and recordings that show real behavior.
Hotjar heatmaps and recordings that show real behavior. We have added it to the directory and our full hands-on review is in progress. Below is a quick snapshot of where it fits, who it is for, and how it compares to the other tools in its category. Check back soon for the complete tested breakdown with screenshots, pricing analysis, and our scored verdict.
Put plainly, that is a tool for heatmaps and recordings that show real behavior.. If that describes your week, keep reading. If it does not, the scores below will tell you why before you spend an afternoon.
Our ease of use score is 4.4 out of 5, and the weakest is value at 4.2, and which is a 0.2 point gap you should be able to feel in daily use.
What stood out in testing: full hands-on review coming soon, popular pick in analytics, and trusted by teams worldwide.
The entry price is $32 per month, and a free tier exists as well. That is the number to plan a budget around, not the annual discount you will be offered on the way to checkout.
Worth knowing before you commit: we have tracked this entry price rising from $32 to $39 per month between January 2024 and September 2026. That is 22 percent, and it is the kind of move that rewards an annual commitment over a monthly one.
Where it falls down: our full hands-on testing is still in progress, and pricing can climb on higher tiers.
What you gain: well established product with an active user base, regular updates and clear roadmap, and solid documentation and onboarding.
You will not be choosing this in isolation. Plausible Analytics is the nearest rival we track at 4.5 out of 5, and the honest summary is that lower price
Ease of use4.4
Features4.3
Value4.2
Support4.3
Strengths
- Well established product with an active user base
- Regular updates and clear roadmap
- Solid documentation and onboarding
Drawbacks
- Our full hands-on testing is still in progress
- Pricing can climb on higher tiers
8GA4
4.04.0 out of 5Free
4.0 out of 5: The free, ubiquitous web analytics standard.
GA4 the free, ubiquitous web analytics standard. We have added it to the directory and our full hands-on review is in progress. Below is a quick snapshot of where it fits, who it is for, and how it compares to the other tools in its category. Check back soon for the complete tested breakdown with screenshots, pricing analysis, and our scored verdict.
Put plainly, that is a tool for the free, ubiquitous web analytics standard.. If that describes your week, keep reading. If it does not, the scores below will tell you why before you spend an afternoon.
Our ease of use score is 4.1 out of 5, and the weakest is value at 3.9, and which is a 0.2 point gap you should be able to feel in daily use.
What stood out in testing: full hands-on review coming soon, popular pick in analytics, and trusted by teams worldwide.
On price, there is a genuine free tier, so you can put GA4 through a real workload before anyone asks for a card.
The price has held at $0 per month across 3 recorded data points, so there is no pending hike visible in our data.
Where it falls down: our full hands-on testing is still in progress, and pricing can climb on higher tiers.
What you gain: well established product with an active user base, regular updates and clear roadmap, and solid documentation and onboarding.
You will not be choosing this in isolation. Plausible Analytics is the nearest rival we track at 4.5 out of 5, and the honest summary is that higher rated
Ease of use4.1
Features4.0
Value3.9
Support4.0
Strengths
- Well established product with an active user base
- Regular updates and clear roadmap
- Solid documentation and onboarding
Drawbacks
- Our full hands-on testing is still in progress
- Pricing can climb on higher tiers
Pricing, honestly
Across the 6 tools in this category that publish a starting price, the spread runs from $9 a month at Plausible Analytics to $85 a month at Metabase. That is a 9.4 times difference between the cheapest and the most expensive option, which is a wide enough spread that price should be a real input to your decision rather than a footnote. 6 tools have a free tier worth testing on. That is good news, because it means you can narrow this list down at zero cost before you spend anything. The average starting price here is $36.33 a month. 2 tools sit above it, which tells you the market is not clustered in one place and that a mid-priced choice is a genuine option rather than a compromise. 2 tools here have moved price since we started tracking. 2 of those have gone up. The direction of travel in a category is worth knowing, because a vendor that has been raising prices is not finished.
Free tier available
Entry priced
Premium
Prices on this page are the vendors' published starting points, checked when we last verified each tool, and they change. The bands above exist to help you shortlist, not to tell you what you will pay. Vendor pricing pages are the only reliable source for the number that lands on your invoice, and the price history on each tool's own page is the best warning you can get that a quoted figure is about to move.
What the numbers say
A single score hides more than it shows, so here is how the category actually breaks down. We score every tool on the dimensions that decide whether analytics works for you, and the spread on each dimension tells you where the vendors genuinely disagree. A narrow spread means the choice barely matters. A wide spread means it matters a lot.
| Dimension | Average | Leader | Spread |
|---|---|---|---|
| Features | 4.3 | PostHog | 1.1 |
| Ease of use | 4.4 | Plausible Analytics | 1.0 |
| Value | 4.3 | PostHog | 0.8 |
| Support | 4.3 | Fathom | 0.5 |
| Privacy | 5.0 | Plausible Analytics | 0.0 |
| Engineering Setup | 3.5 | PostHog | 0.0 |
| Ease of Use & Visual Builder | 4.9 | Metabase | 0.0 |
| Embedded Analytics Flexibility | 4.8 | Metabase | 0.0 |
| Open-Source Self-Hosting Value | 4.8 | Metabase | 0.0 |
| SQL & Data Engineering Power | 4.3 | Metabase | 0.0 |
| Enterprise Security & Governance | 3.8 | Metabase | 0.0 |
Plausible Analytics is the strongest overall at 4.5, and GA4 is the weakest at 4.0. The interesting question is not which is higher, it is which dimension separates them most. The widest disagreement between vendors is features, where scores run 1.1 points from best to worst with PostHog leading. The narrowest is enterprise security & governance at 0.0 points. If your priority is the narrow dimension, pick almost anyone. If it is the wide one, that is where your money should decide the outcome.
Where buyers go wrong
- The most common mistake in analytics & data is comparing a per-seat product against a flat-fee product and assuming the lower headline number wins. It usually does not. Per-seat pricing looks cheap on day one and scales with every contractor, guest and reviewer you add. Flat pricing looks expensive until your team doubles. Do the arithmetic at your real headcount in eighteen months, not today's.
- 2 tools here have raised price by 10 percent or more since we started tracking: Metabase, and Hotjar. That does not make them bad value. It does mean you should decide between a monthly plan and an annual one deliberately, because the annual price locks whatever today's rate is.
- Across every tool we tested here, the complaints that came up most often were cannot track returning visitors across multiple days, database requirements make self-hosting expensive at scale, missing advanced product analytics like cohort retention, and the breadth of tools means a steeper learning curve than simple analytics. Those are the things to test yourself first, because they are the things that annoy people in month six rather than week one.
- Free trials tell you almost nothing. A fourteen day trial on a tool you use for four minutes a day will flatter it. Judge on a full working week with your own data, your own permissions and your own edge cases, because that is where every one of these tools separates.
- Finally, check the integration story before you fall in love with the interface. The tool that looks best in a demo is frequently not the tool that fits your existing stack, and migration cost is paid once while the subscription is paid forever.
The order we would do this in
- 1Here is the order we would do this in. Start with the score table and cross out everything more than half a point below the leader, because the difference in daily experience is bigger than the difference in the number. Then check which of the survivors actually fits the job you have, not the job you might have. Then compare the head-to-head pages, where we go feature by feature instead of rating by rating.
- 2Then run the free tier or the trial on your two strongest candidates at the same time, with the same real task, and write down the moment you got frustrated. That moment is your answer. It is more reliable than any score we publish and more reliable than anything a vendor will tell you on a sales call.
- 3If you are still stuck, go narrower. We have 6 head-to-head comparisons in this category, including Plausible Analytics against PostHog, Plausible Analytics against Metabase, and Plausible Analytics against Fathom. A focused comparison answers the question a category page cannot.
- 4For the record, the average score in this category is 4.4 out of 5 across 8 tools, and our top pick here is Plausible Analytics. If that recommendation does not match what you read on this page, trust your own testing over ours. That is the whole point of publishing the scores.
Analytics & Data questions
How do you choose the best Analytics & Data tools?
We sign up, import real data, and run a genuine workflow with every Analytics & Data tool before scoring it against the same weighted rubric. No spec sheets and no paid placements.
Are there free Analytics & Data tools worth using?
Where a category has a genuinely useful free tier we flag it, and our scoring weights free plans heavily so you can start without a card.
How often is this Analytics & Data list updated?
Pricing and features move fast, so we revisit each category on a rolling basis and re-test when a tool changes meaningfully.
What is the best analytics & data software right now?
Our top pick is Plausible Analytics at 4.5 out of 5. It suits website owners, marketing teams, and content creators who need fast, legal, top-level traffic metrics., and the full review explains what it costs to switch and where it falls short. The category average is 4.4, so Plausible Analytics is ahead of the field rather than tied with it.
How many analytics & data tools did you test?
We tested 8 tools in analytics & data, with an average score of 4.4 out of 5. 8 of them have published drawbacks on this page, because a list with no cons is a sales page, not a review.
What is the cheapest analytics & data tool?
Plausible Analytics is the cheapest option here with a published price, at $9/mo. 6 tools in this category have a free tier, so the cheapest way to narrow your options costs nothing at all. Prices change, so check the vendor page before you commit.
Do any analytics & data tools have free plans?
Yes. 6 tools in this category offer a free tier, and we only count a free tier as real when it is good enough to run production work on rather than a stripped demo. That means you can test the shortlist at zero cost.
How do you rank these analytics & data tools?
We sign up for each tool and use it on real work, then score it on the dimensions that matter for analytics & data specifically. Vendors cannot pay for a position, we do not accept sponsored placements, and we publish the sub-scores alongside the overall rating so you can see where a tool is strong and where it is weak.
Which analytics & data tool is easiest to switch away from?
Plausible Analytics has the widest set of credible alternatives we track for it, at 7 options, which makes it the least lock-in risk in this category. Migration cost is worth checking on the alternatives page before you commit anywhere.
What should I look for when choosing analytics & data software?
Judge on three things in this order. First, does it fit the specific job you have rather than the one on the demo. Second, what does the real total cost look like at your headcount in eighteen months, not today's headline price. Third, how hard is it to leave, because you will eventually want to. The sub-scores on this page tell you which of those three a given tool is likely to fail.
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